EEG
Benchmarks
TaskDatasetSOTA resultTrendResults
EEG (5% labels)
84.9Accuracy
19
EEG (1% labels)
77.95Accuracy
19
EEG real 1D datasets (test)
98Mean SSIM
15
EEG
87.76Accuracy
13
EEG
83.99I(100)
13
EEG
0.26Δŷc (2%)
13
EEG EMG noise, 0 dB Input SNR
5.95SNR
9
EEG EMG noise, -5 dB Input SNR
6.05SNR
9
EEG WGN noise, 0 dB Input SNR
5.78SNR
9
EEG WGN noise, -5 dB Input SNR
5.05SNR (dB)
9
eeg (test)
0.027Test Error
9
EEG (subject-independent)
70BAcc (Motor)
8
EEG
85.56Accuracy
8
EEG Classification
0.03Forward Latency (ms)
8
EEG (EC, EO, MW, SuS paradigms)
60.82Mean AUC
7
EEG held-out (test)
0.115MSE
7
EEG
0.9NLL
7
EEG
0.7NLL
7
EEG
0.44NLL
7
EEG 64d
2.1Dstsp
7
EEG (Electroencephalogram)
1.23Average Predictive Density
6
EEG (Electroencephalogram)
58Average Predictive Density
6
EEG (test)
89Accuracy
6
eeg UCI (test)
78.5Accuracy
6
raw EEG
0.832AUROC
5